{"id":"W6989969266","doi":"","title":"Combined EsophaCap cytology and MUC2 immunohistochemistry for screening of intestinal metaplasia, dysplasia and carcinoma","year":2019,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cytology; Dysplasia; Cytopathology; Adenocarcinoma; Intestinal metaplasia; Biopsy; Carcinoma; Esophagus","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001271539,0.0004981837,0.0003610608,0.001468715,0.0003414119,0.0005847082,0.0004297348,0.0003863046,0.0007522606],"category_scores_gemma":[0.002697927,0.0003928954,0.0002585679,0.0007794689,0.0005607246,0.0003184592,0.0004967592,0.0002851695,0.0002620633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008304996,"about_ca_system_score_gemma":0.0009580581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02367212,"about_ca_topic_score_gemma":0.05819492,"domain_scores_codex":[0.9992056,0.0001500563,0.00008317862,0.0001630263,0.000301404,0.00009682821],"domain_scores_gemma":[0.9987735,0.0002733586,0.0001710293,0.0001180982,0.0004833293,0.0001807119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004471802,0.00003088782,0.9907074,0.00001967779,0.00007930708,0.0002245604,0.00005729712,0.00006073979,0.004355688,0.00001219367,0.00007782893,0.003927229],"study_design_scores_gemma":[0.00003287224,0.0002771415,0.9902704,0.00002041952,0.0001445418,0.002498702,0.000194199,0.001370856,0.004553119,0.00001452006,0.0006122265,0.00001113385],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974819,0.001045878,0.0004815042,0.00002318035,0.00000928639,0.00003813125,0.0002036913,0.00001244614,0.000704042],"genre_scores_gemma":[0.9982987,0.0002783804,0.0008724811,0.00002594396,0.000005720929,0.00001263595,0.0003107394,0.000002243733,0.0001932145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02367212,"threshold_uncertainty_score":0.04706866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1555877247890884,"score_gpt":0.5315746481961778,"score_spread":0.3759869234070895,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}